Methods › General › Neural Architecture Search › Neural Architecture Search
Neural Architecture Search
Introduced by Barret Zoph et al. in Learning Transferable Architectures for Scalable Image Recognition
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Neural Architecture Search (NAS) learns a modular architecture which can be transferred from a small dataset to a large dataset. The method does this by reducing the problem of learning best convolutional architectures to the problem of learning a small convolutional cell. The cell can then be stacked in series to handle larger images and more complex datasets.
Note that this refers to the original method referred to as NAS - there is also a broader category of methods called "neural architecture search".
Papers archive 2025-07-28
23 shown of 23, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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Enhancing GANs with MMD Neural Architecture Search, PMish Activation Function, and Adaptive Rank Decomposition 23 Oct 2024 · 1 repository
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Enhancing GAN Performance through Neural Architecture Search and Tensor Decomposition 18 Mar 2024 · 1 repository
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Harmonic-NAS: Hardware-Aware Multimodal Neural Architecture Search on Resource-constrained Devices 12 Sep 2023 · 1 repository · arXiv:2309.06612Syntology ran 0 of 2 samples · 2 unverified · 2 pointer-only (licence)
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AutoLC: Search Lightweight and Top-Performing Architecture for Remote Sensing Image Land-Cover Classification 11 May 2022 · 1 repository · arXiv:2205.05369
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UnrealNAS: Can We Search Neural Architectures with Unreal Data? 4 May 2022 · 0 repositories · arXiv:2205.02162
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TND-NAS: Towards Non-differentiable Objectives in Progressive Differentiable NAS Framework 6 Nov 2021 · 0 repositories · arXiv:2111.03892
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Network Space Search for Pareto-Efficient Spaces 22 Apr 2021 · 0 repositories · arXiv:2104.11014
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End-to-end Keyword Spotting using Neural Architecture Search and Quantization 14 Apr 2021 · 0 repositories · arXiv:2104.06666
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Boarding House Renting Price Prediction Using Deep Neural Network Regression on Mobile Apps 31 Dec 2020 · 2 repositories · arXiv:2101.02033
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Simple Copy-Paste is a Strong Data Augmentation Method for Instance Segmentation 13 Dec 2020 · 5 repositories · arXiv:2012.07177Syntology ran 2 of 2 samples · 0 unverified
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AttentiveNAS: Improving Neural Architecture Search via Attentive Sampling 18 Nov 2020 · 2 repositories · arXiv:2011.09011
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Automated Concatenation of Embeddings for Structured Prediction 10 Oct 2020 · 2 repositories · arXiv:2010.05006
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NSGANetV2: Evolutionary Multi-Objective Surrogate-Assisted Neural Architecture Search 20 Jul 2020 · 1 repository · arXiv:2007.10396Syntology ran 2 of 8 samples · 6 unverified
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Fine-Tuning DARTS for Image Classification 16 Jun 2020 · 0 repositories · arXiv:2006.09042
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Bonsai-Net: One-Shot Neural Architecture Search via Differentiable Pruners 12 Jun 2020 · 1 repository · arXiv:2006.09264Syntology ran 0 of 1 samples · 1 unverified · 1 pointer-only (licence)
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Rethinking Pre-training and Self-training 11 Jun 2020 · 2 repositories · arXiv:2006.06882
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SpineNet: Learning Scale-Permuted Backbone for Recognition and Localization 10 Dec 2019 · 13 repositories · arXiv:1912.05027
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MnasFPN: Learning Latency-aware Pyramid Architecture for Object Detection on Mobile Devices 2 Dec 2019 · 2 repositories · arXiv:1912.01106
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Evolution of Graph Classifiers 4 Oct 2019 · 1 repository
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ShapeMask: Learning to Segment Novel Objects by Refining Shape Priors 5 Apr 2019 · 1 repository · arXiv:1904.03239
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NSGA-Net: Neural Architecture Search using Multi-Objective Genetic Algorithm 8 Oct 2018 · 2 repositories · arXiv:1810.03522
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Simple And Efficient Architecture Search for Convolutional Neural Networks 13 Nov 2017 · 2 repositories · arXiv:1711.04528
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Learning Transferable Architectures for Scalable Image Recognition 21 Jul 2017 · 17 repositories · arXiv:1707.07012Syntology ran 0 of 1 samples · 1 unverified · 1 pointer-only (licence)
Tasks archive 2025-07-28
20 shown of 36 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections